{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Data Exploration and Reporting with PyHive"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this example we show how to explore data in Hive and build reports.\n",
    "\n",
    "The example uses a dataset of real estate sales in the Sacramento area, which you can download from [here](http://snurran.sics.se/hops/hive/Sacramentorealestatetransactions.csv).\n",
    "Create a dataset with a name of your choosing, for example `RawData` and upload the CSV file. Make sure the dataset is empty, you will need to delete the auto-generated README.md\n",
    "\n",
    "First we need to setup the IPython magic and the connection information by running the following cell:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%reload_ext sql\n",
    "from hops import hive\n",
    "hive.setup_hive_connection()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Data into an External table"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's first create a Hive external and let's point the table to the just created dataset. In the query below you should replace `[Projectname]` with your project name.\n",
    "\n",
    "The `%%sql` magic allows you to write HiveQL and execute the query against the HiveServer."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%sql\n",
    "CREATE EXTERNAL TABLE sacramento_properties_ext(\n",
    "street string,\n",
    "city string,\n",
    "zip int,\n",
    "state string,\n",
    "beds int,\n",
    "baths int,\n",
    "sq__ft float,\n",
    "sales_type string,\n",
    "sale_date string,\n",
    "price float,\n",
    "latitude float,\n",
    "longitude float)\n",
    "ROW FORMAT DELIMITED\n",
    "FIELDS TERMINATED BY ','\n",
    "LOCATION '/Projects/[Projectname]/RawData'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To make sure the table was created successfully, we can list all the tables in the project's database and run a simple query against the external table."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>tab_name</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>sacramento_properties_ext</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[('sacramento_properties_ext',)]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "show tables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>street</th>\n",
       "        <th>city</th>\n",
       "        <th>zip</th>\n",
       "        <th>state</th>\n",
       "        <th>beds</th>\n",
       "        <th>baths</th>\n",
       "        <th>sq__ft</th>\n",
       "        <th>sales_type</th>\n",
       "        <th>sale_date</th>\n",
       "        <th>price</th>\n",
       "        <th>latitude</th>\n",
       "        <th>longitude</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>3526 HIGH ST</td>\n",
       "        <td>SACRAMENTO</td>\n",
       "        <td>95838</td>\n",
       "        <td>CA</td>\n",
       "        <td>2</td>\n",
       "        <td>1</td>\n",
       "        <td>836.0</td>\n",
       "        <td>Residential</td>\n",
       "        <td>Wed May 21 00:00:00 EDT 2008</td>\n",
       "        <td>59222.0</td>\n",
       "        <td>38.631912</td>\n",
       "        <td>-121.434875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>51 OMAHA CT</td>\n",
       "        <td>SACRAMENTO</td>\n",
       "        <td>95823</td>\n",
       "        <td>CA</td>\n",
       "        <td>3</td>\n",
       "        <td>1</td>\n",
       "        <td>1167.0</td>\n",
       "        <td>Residential</td>\n",
       "        <td>Wed May 21 00:00:00 EDT 2008</td>\n",
       "        <td>68212.0</td>\n",
       "        <td>38.4789</td>\n",
       "        <td>-121.43103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2796 BRANCH ST</td>\n",
       "        <td>SACRAMENTO</td>\n",
       "        <td>95815</td>\n",
       "        <td>CA</td>\n",
       "        <td>2</td>\n",
       "        <td>1</td>\n",
       "        <td>796.0</td>\n",
       "        <td>Residential</td>\n",
       "        <td>Wed May 21 00:00:00 EDT 2008</td>\n",
       "        <td>68880.0</td>\n",
       "        <td>38.618305</td>\n",
       "        <td>-121.44384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2805 JANETTE WAY</td>\n",
       "        <td>SACRAMENTO</td>\n",
       "        <td>95815</td>\n",
       "        <td>CA</td>\n",
       "        <td>2</td>\n",
       "        <td>1</td>\n",
       "        <td>852.0</td>\n",
       "        <td>Residential</td>\n",
       "        <td>Wed May 21 00:00:00 EDT 2008</td>\n",
       "        <td>69307.0</td>\n",
       "        <td>38.616837</td>\n",
       "        <td>-121.43915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6001 MCMAHON DR</td>\n",
       "        <td>SACRAMENTO</td>\n",
       "        <td>95824</td>\n",
       "        <td>CA</td>\n",
       "        <td>2</td>\n",
       "        <td>1</td>\n",
       "        <td>797.0</td>\n",
       "        <td>Residential</td>\n",
       "        <td>Wed May 21 00:00:00 EDT 2008</td>\n",
       "        <td>81900.0</td>\n",
       "        <td>38.51947</td>\n",
       "        <td>-121.43577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5828 PEPPERMILL CT</td>\n",
       "        <td>SACRAMENTO</td>\n",
       "        <td>95841</td>\n",
       "        <td>CA</td>\n",
       "        <td>3</td>\n",
       "        <td>1</td>\n",
       "        <td>1122.0</td>\n",
       "        <td>Condo</td>\n",
       "        <td>Wed May 21 00:00:00 EDT 2008</td>\n",
       "        <td>89921.0</td>\n",
       "        <td>38.662594</td>\n",
       "        <td>-121.32781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>6048 OGDEN NASH WAY</td>\n",
       "        <td>SACRAMENTO</td>\n",
       "        <td>95842</td>\n",
       "        <td>CA</td>\n",
       "        <td>3</td>\n",
       "        <td>2</td>\n",
       "        <td>1104.0</td>\n",
       "        <td>Residential</td>\n",
       "        <td>Wed May 21 00:00:00 EDT 2008</td>\n",
       "        <td>90895.0</td>\n",
       "        <td>38.68166</td>\n",
       "        <td>-121.35171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2561 19TH AVE</td>\n",
       "        <td>SACRAMENTO</td>\n",
       "        <td>95820</td>\n",
       "        <td>CA</td>\n",
       "        <td>3</td>\n",
       "        <td>1</td>\n",
       "        <td>1177.0</td>\n",
       "        <td>Residential</td>\n",
       "        <td>Wed May 21 00:00:00 EDT 2008</td>\n",
       "        <td>91002.0</td>\n",
       "        <td>38.53509</td>\n",
       "        <td>-121.48137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>11150 TRINITY RIVER DR Unit 114</td>\n",
       "        <td>RANCHO CORDOVA</td>\n",
       "        <td>95670</td>\n",
       "        <td>CA</td>\n",
       "        <td>2</td>\n",
       "        <td>2</td>\n",
       "        <td>941.0</td>\n",
       "        <td>Condo</td>\n",
       "        <td>Wed May 21 00:00:00 EDT 2008</td>\n",
       "        <td>94905.0</td>\n",
       "        <td>38.62119</td>\n",
       "        <td>-121.27055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7325 10TH ST</td>\n",
       "        <td>RIO LINDA</td>\n",
       "        <td>95673</td>\n",
       "        <td>CA</td>\n",
       "        <td>3</td>\n",
       "        <td>2</td>\n",
       "        <td>1146.0</td>\n",
       "        <td>Residential</td>\n",
       "        <td>Wed May 21 00:00:00 EDT 2008</td>\n",
       "        <td>98937.0</td>\n",
       "        <td>38.70091</td>\n",
       "        <td>-121.44298</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[('3526 HIGH ST', 'SACRAMENTO', 95838, 'CA', 2, 1, 836.0, 'Residential', 'Wed May 21 00:00:00 EDT 2008', 59222.0, 38.631912, -121.434875),\n",
       " ('51 OMAHA CT', 'SACRAMENTO', 95823, 'CA', 3, 1, 1167.0, 'Residential', 'Wed May 21 00:00:00 EDT 2008', 68212.0, 38.4789, -121.43103),\n",
       " ('2796 BRANCH ST', 'SACRAMENTO', 95815, 'CA', 2, 1, 796.0, 'Residential', 'Wed May 21 00:00:00 EDT 2008', 68880.0, 38.618305, -121.44384),\n",
       " ('2805 JANETTE WAY', 'SACRAMENTO', 95815, 'CA', 2, 1, 852.0, 'Residential', 'Wed May 21 00:00:00 EDT 2008', 69307.0, 38.616837, -121.43915),\n",
       " ('6001 MCMAHON DR', 'SACRAMENTO', 95824, 'CA', 2, 1, 797.0, 'Residential', 'Wed May 21 00:00:00 EDT 2008', 81900.0, 38.51947, -121.43577),\n",
       " ('5828 PEPPERMILL CT', 'SACRAMENTO', 95841, 'CA', 3, 1, 1122.0, 'Condo', 'Wed May 21 00:00:00 EDT 2008', 89921.0, 38.662594, -121.32781),\n",
       " ('6048 OGDEN NASH WAY', 'SACRAMENTO', 95842, 'CA', 3, 2, 1104.0, 'Residential', 'Wed May 21 00:00:00 EDT 2008', 90895.0, 38.68166, -121.35171),\n",
       " ('2561 19TH AVE', 'SACRAMENTO', 95820, 'CA', 3, 1, 1177.0, 'Residential', 'Wed May 21 00:00:00 EDT 2008', 91002.0, 38.53509, -121.48137),\n",
       " ('11150 TRINITY RIVER DR Unit 114', 'RANCHO CORDOVA', 95670, 'CA', 2, 2, 941.0, 'Condo', 'Wed May 21 00:00:00 EDT 2008', 94905.0, 38.62119, -121.27055),\n",
       " ('7325 10TH ST', 'RIO LINDA', 95673, 'CA', 3, 2, 1146.0, 'Residential', 'Wed May 21 00:00:00 EDT 2008', 98937.0, 38.70091, -121.44298)]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "select * from sacramento_properties_ext limit 10"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load data into a Managed Table"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this section we are going to load the data in a managed table. The table is going to be partitioned by ZIP and stored in ORC (a columnar storage format)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%sql\n",
    "CREATE TABLE sacramento_properties(\n",
    "street string,\n",
    "city string,\n",
    "state string,\n",
    "beds int,\n",
    "baths int,\n",
    "sq__ft float,\n",
    "sales_type string,\n",
    "sale_date string,\n",
    "price float,\n",
    "latitude float,\n",
    "longitude float)\n",
    "PARTITIONED by (zip int)\n",
    "STORED AS ORC"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>tab_name</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>sacramento_properties</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>sacramento_properties_ext</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
       "[('sacramento_properties',), ('sacramento_properties_ext',)]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "show tables"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By default we don't allow dynamic inserts. This means that we should specify, for each row, which partition it belongs to. This is meant to avoid having a wrong insert query create a huge number of directories. \n",
    "\n",
    "In this case, however, the dataset is small and we know what we are doing. In the next cell we configure the hive session to allow nonstrict dymanic insert."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%sql\n",
    "set hive.exec.dynamic.partition=true;\n",
    "set hive.exec.dynamic.partition.mode=nonstrict;"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we load the data into the managed table. Partition column(s) should be listed last in the `SELECT` statement."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%sql\n",
    "INSERT OVERWRITE TABLE sacramento_properties PARTITION (zip)\n",
    "SELECT street, city, state, beds, baths, sq__ft, sales_type, sale_date, price, latitude, longitude, zip \n",
    "FROM sacramento_properties_ext"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done.\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "    <tr>\n",
       "        <th>street</th>\n",
       "        <th>city</th>\n",
       "        <th>state</th>\n",
       "        <th>beds</th>\n",
       "        <th>baths</th>\n",
       "        <th>sq__ft</th>\n",
       "        <th>sales_type</th>\n",
       "        <th>sale_date</th>\n",
       "        <th>price</th>\n",
       "        <th>latitude</th>\n",
       "        <th>longitude</th>\n",
       "        <th>zip</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5332 SANDSTONE ST</td>\n",
       "        <td>CARMICHAEL</td>\n",
       "        <td>CA</td>\n",
       "        <td>3</td>\n",
       "        <td>1</td>\n",
       "        <td>1152.0</td>\n",
       "        <td>Residential</td>\n",
       "        <td>Wed May 21 00:00:00 EDT 2008</td>\n",
       "        <td>181872.0</td>\n",
       "        <td>38.662106</td>\n",
       "        <td>-121.31394</td>\n",
       "        <td>95608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5907 ELLERSLEE DR</td>\n",
       "        <td>CARMICHAEL</td>\n",
       "        <td>CA</td>\n",
       "        <td>3</td>\n",
       "        <td>1</td>\n",
       "        <td>936.0</td>\n",
       "        <td>Residential</td>\n",
       "        <td>Wed May 21 00:00:00 EDT 2008</td>\n",
       "        <td>200000.0</td>\n",
       "        <td>38.664467</td>\n",
       "        <td>-121.32683</td>\n",
       "        <td>95608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4010 ALEX LN</td>\n",
       "        <td>CARMICHAEL</td>\n",
       "        <td>CA</td>\n",
       "        <td>2</td>\n",
       "        <td>2</td>\n",
       "        <td>1326.0</td>\n",
       "        <td>Condo</td>\n",
       "        <td>Wed May 21 00:00:00 EDT 2008</td>\n",
       "        <td>250134.0</td>\n",
       "        <td>38.637028</td>\n",
       "        <td>-121.312965</td>\n",
       "        <td>95608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5925 MALEVILLE AVE</td>\n",
       "        <td>CARMICHAEL</td>\n",
       "        <td>CA</td>\n",
       "        <td>4</td>\n",
       "        <td>2</td>\n",
       "        <td>1120.0</td>\n",
       "        <td>Residential</td>\n",
       "        <td>Tue May 20 00:00:00 EDT 2008</td>\n",
       "        <td>189000.0</td>\n",
       "        <td>38.666565</td>\n",
       "        <td>-121.325714</td>\n",
       "        <td>95608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>2109 HAMLET PL</td>\n",
       "        <td>CARMICHAEL</td>\n",
       "        <td>CA</td>\n",
       "        <td>2</td>\n",
       "        <td>2</td>\n",
       "        <td>1598.0</td>\n",
       "        <td>Residential</td>\n",
       "        <td>Tue May 20 00:00:00 EDT 2008</td>\n",
       "        <td>484000.0</td>\n",
       "        <td>38.602753</td>\n",
       "        <td>-121.32932</td>\n",
       "        <td>95608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5709 RIVER OAK WAY</td>\n",
       "        <td>CARMICHAEL</td>\n",
       "        <td>CA</td>\n",
       "        <td>4</td>\n",
       "        <td>2</td>\n",
       "        <td>2222.0</td>\n",
       "        <td>Residential</td>\n",
       "        <td>Tue May 20 00:00:00 EDT 2008</td>\n",
       "        <td>582000.0</td>\n",
       "        <td>38.602463</td>\n",
       "        <td>-121.33098</td>\n",
       "        <td>95608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7032 FAIR OAKS BLVD</td>\n",
       "        <td>CARMICHAEL</td>\n",
       "        <td>CA</td>\n",
       "        <td>3</td>\n",
       "        <td>2</td>\n",
       "        <td>1245.0</td>\n",
       "        <td>Condo</td>\n",
       "        <td>Mon May 19 00:00:00 EDT 2008</td>\n",
       "        <td>139500.0</td>\n",
       "        <td>38.628563</td>\n",
       "        <td>-121.3283</td>\n",
       "        <td>95608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>7110 STELLA LN Unit 15</td>\n",
       "        <td>CARMICHAEL</td>\n",
       "        <td>CA</td>\n",
       "        <td>2</td>\n",
       "        <td>2</td>\n",
       "        <td>1000.0</td>\n",
       "        <td>Condo</td>\n",
       "        <td>Mon May 19 00:00:00 EDT 2008</td>\n",
       "        <td>182000.0</td>\n",
       "        <td>38.637398</td>\n",
       "        <td>-121.30006</td>\n",
       "        <td>95608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>5847 DEL CAMPO LN</td>\n",
       "        <td>CARMICHAEL</td>\n",
       "        <td>CA</td>\n",
       "        <td>3</td>\n",
       "        <td>1</td>\n",
       "        <td>1713.0</td>\n",
       "        <td>Residential</td>\n",
       "        <td>Mon May 19 00:00:00 EDT 2008</td>\n",
       "        <td>266000.0</td>\n",
       "        <td>38.671993</td>\n",
       "        <td>-121.32434</td>\n",
       "        <td>95608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "        <td>4622 MEYER WAY</td>\n",
       "        <td>CARMICHAEL</td>\n",
       "        <td>CA</td>\n",
       "        <td>4</td>\n",
       "        <td>2</td>\n",
       "        <td>1559.0</td>\n",
       "        <td>Residential</td>\n",
       "        <td>Mon May 19 00:00:00 EDT 2008</td>\n",
       "        <td>285000.0</td>\n",
       "        <td>38.64913</td>\n",
       "        <td>-121.31067</td>\n",
       "        <td>95608</td>\n",
       "    </tr>\n",
       "</table>"
      ],
      "text/plain": [
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       " ('5907 ELLERSLEE DR', 'CARMICHAEL', 'CA', 3, 1, 936.0, 'Residential', 'Wed May 21 00:00:00 EDT 2008', 200000.0, 38.664467, -121.32683, 95608),\n",
       " ('4010 ALEX LN', 'CARMICHAEL', 'CA', 2, 2, 1326.0, 'Condo', 'Wed May 21 00:00:00 EDT 2008', 250134.0, 38.637028, -121.312965, 95608),\n",
       " ('5925 MALEVILLE AVE', 'CARMICHAEL', 'CA', 4, 2, 1120.0, 'Residential', 'Tue May 20 00:00:00 EDT 2008', 189000.0, 38.666565, -121.325714, 95608),\n",
       " ('2109 HAMLET PL', 'CARMICHAEL', 'CA', 2, 2, 1598.0, 'Residential', 'Tue May 20 00:00:00 EDT 2008', 484000.0, 38.602753, -121.32932, 95608),\n",
       " ('5709 RIVER OAK WAY', 'CARMICHAEL', 'CA', 4, 2, 2222.0, 'Residential', 'Tue May 20 00:00:00 EDT 2008', 582000.0, 38.602463, -121.33098, 95608),\n",
       " ('7032 FAIR OAKS BLVD', 'CARMICHAEL', 'CA', 3, 2, 1245.0, 'Condo', 'Mon May 19 00:00:00 EDT 2008', 139500.0, 38.628563, -121.3283, 95608),\n",
       " ('7110 STELLA LN Unit 15', 'CARMICHAEL', 'CA', 2, 2, 1000.0, 'Condo', 'Mon May 19 00:00:00 EDT 2008', 182000.0, 38.637398, -121.30006, 95608),\n",
       " ('5847 DEL CAMPO LN', 'CARMICHAEL', 'CA', 3, 1, 1713.0, 'Residential', 'Mon May 19 00:00:00 EDT 2008', 266000.0, 38.671993, -121.32434, 95608),\n",
       " ('4622 MEYER WAY', 'CARMICHAEL', 'CA', 4, 2, 1559.0, 'Residential', 'Mon May 19 00:00:00 EDT 2008', 285000.0, 38.64913, -121.31067, 95608)]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%sql\n",
    "select * \n",
    "FROM sacramento_properties \n",
    "WHERE zip=95608\n",
    "LIMIT 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done.\n"
     ]
    },
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       "    <tr>\n",
       "        <td>Condo</td>\n",
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    "%%sql\n",
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The query result can also be stored in a Python dictionary. This enables us to choose from a plethora of Python libraries available online, to visualize data and build BI reports\n",
    "\n",
    "In the example below we use the folium library to mark where the Condos in our dataset are located in Sacramento. For the next section to work, if you haven't already, please install the folium package in your project environment and restart the kernel. (Also, please re-run the first cell)\n",
    "\n",
    "(Internet access is required to visualize the map)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done.\n"
     ]
    }
   ],
   "source": [
    "condos = %sql select * from sacramento_properties where `sales_type` = 'Condo'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
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                var html_e458121bb79946218af0ee1217c01d2e = $(`<div id="html_e458121bb79946218af0ee1217c01d2e" style="width: 100.0%; height: 100.0%;">238000.0</div>`)[0];
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            marker_a4428d904ab84aaaa1477036a083ccfb.bindPopup(popup_f030f5c746554af08b2b88b8ec7f0ccf)
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            {
                icon: new L.Icon.Default(),
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            });

            
                var html_f8d53aa6badd40b6af629584fbb4fbf5 = $(`<div id="html_f8d53aa6badd40b6af629584fbb4fbf5" style="width: 100.0%; height: 100.0%;">115000.0</div>`)[0];
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            marker_d62b4007f06342e18cf52f2d87274f22.bindPopup(popup_d2dabdcb556544779afd9d7b7515184f)
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            [38.668434, -121.50347],
            {
                icon: new L.Icon.Default(),
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            ).addTo(map_34e42dd095874539b2b5917d5aa99c46);
        
    
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            marker_b156aff2aee24d3e95c550cb323f09e2.bindPopup(popup_3458a204b9c749b38b214ea0eee75849)
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            [38.662594, -121.32781],
            {
                icon: new L.Icon.Default(),
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            ).addTo(map_34e42dd095874539b2b5917d5aa99c46);
        
    
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            });

            
                var html_6e4c9f8ed8f9422dad7b90064bf216c3 = $(`<div id="html_6e4c9f8ed8f9422dad7b90064bf216c3" style="width: 100.0%; height: 100.0%;">89921.0</div>`)[0];
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            marker_1618cca2a7fd4e0fb8872a5bdd33fac5.bindPopup(popup_6f205197af2e43079cd8724cfb8c8cff)
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            {
                icon: new L.Icon.Default(),
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            ).addTo(map_34e42dd095874539b2b5917d5aa99c46);
        
    
            var popup_7438985e35e447e0bde53dbc769507f7 = L.popup({maxWidth: '100%'
            
            });

            
                var html_fa82bd9f77c0436d82eae8f072dc67ee = $(`<div id="html_fa82bd9f77c0436d82eae8f072dc67ee" style="width: 100.0%; height: 100.0%;">77000.0</div>`)[0];
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            {
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            ).addTo(map_34e42dd095874539b2b5917d5aa99c46);
        
    
            var popup_336265130b51407894b49ee94f3f6833 = L.popup({maxWidth: '100%'
            
            });

            
                var html_1ede5861821649f8b41ec8aebb5bad5c = $(`<div id="html_1ede5861821649f8b41ec8aebb5bad5c" style="width: 100.0%; height: 100.0%;">230522.0</div>`)[0];
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            ).addTo(map_34e42dd095874539b2b5917d5aa99c46);
        
    
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            });

            
                var html_10ccfa5357ff4c8abfe210e217fa10a1 = $(`<div id="html_10ccfa5357ff4c8abfe210e217fa10a1" style="width: 100.0%; height: 100.0%;">110700.0</div>`)[0];
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            marker_3c35786b7f30419a94d36697cde9722f.bindPopup(popup_6c35b364db5c42d4a23597c45282d228)
            ;

            
        
    
        var marker_581e808ab9784eb1987cb9af8c68af28 = L.marker(
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            {
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            ).addTo(map_34e42dd095874539b2b5917d5aa99c46);
        
    
            var popup_a84d3c107216445b98f8e4e145e6ae28 = L.popup({maxWidth: '100%'
            
            });

            
                var html_7f75bb91f43b46d98936afb73abad10e = $(`<div id="html_7f75bb91f43b46d98936afb73abad10e" style="width: 100.0%; height: 100.0%;">40000.0</div>`)[0];
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            marker_581e808ab9784eb1987cb9af8c68af28.bindPopup(popup_a84d3c107216445b98f8e4e145e6ae28)
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        var marker_1ddd6ce443ac4928b71537840ac341b9 = L.marker(
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            {
                icon: new L.Icon.Default(),
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            ).addTo(map_34e42dd095874539b2b5917d5aa99c46);
        
    
            var popup_e3cf7ed4d498439ca8a150e4868d25c5 = L.popup({maxWidth: '100%'
            
            });

            
                var html_fac8c09dd6434f83a07fc33fa71a7b30 = $(`<div id="html_fac8c09dd6434f83a07fc33fa71a7b30" style="width: 100.0%; height: 100.0%;">82732.0</div>`)[0];
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            marker_1ddd6ce443ac4928b71537840ac341b9.bindPopup(popup_e3cf7ed4d498439ca8a150e4868d25c5)
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        var marker_8e1f6776437b485da12cee5fcf094821 = L.marker(
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            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_34e42dd095874539b2b5917d5aa99c46);
        
    
            var popup_82793a2410164c2794d6608f453d783b = L.popup({maxWidth: '100%'
            
            });

            
                var html_527e1fe45d1f4f149d6fc5882ceacd7d = $(`<div id="html_527e1fe45d1f4f149d6fc5882ceacd7d" style="width: 100.0%; height: 100.0%;">62000.0</div>`)[0];
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            marker_8e1f6776437b485da12cee5fcf094821.bindPopup(popup_82793a2410164c2794d6608f453d783b)
            ;

            
        
    
        var marker_13efd7bc32ae4345af241ec36a75266f = L.marker(
            [38.672565, -121.35675],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_34e42dd095874539b2b5917d5aa99c46);
        
    
            var popup_1ed1817cbda048b88687b528eba06aab = L.popup({maxWidth: '100%'
            
            });

            
                var html_ddb28e43737d47428e6e2e16b6d59688 = $(`<div id="html_ddb28e43737d47428e6e2e16b6d59688" style="width: 100.0%; height: 100.0%;">150454.0</div>`)[0];
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            marker_13efd7bc32ae4345af241ec36a75266f.bindPopup(popup_1ed1817cbda048b88687b528eba06aab)
            ;

            
        
    
        var marker_905406fe68554ff59d3df5c63d94e735 = L.marker(
            [38.71607, -121.36447],
            {
                icon: new L.Icon.Default(),
                }
            ).addTo(map_34e42dd095874539b2b5917d5aa99c46);
        
    
            var popup_0e3da9145c2a4c57b41d053e1fcd17c6 = L.popup({maxWidth: '100%'
            
            });

            
                var html_5744a61654834a6a88132d52430e500c = $(`<div id="html_5744a61654834a6a88132d52430e500c" style="width: 100.0%; height: 100.0%;">115000.0</div>`)[0];
                popup_0e3da9145c2a4c57b41d053e1fcd17c6.setContent(html_5744a61654834a6a88132d52430e500c);
            

            marker_905406fe68554ff59d3df5c63d94e735.bindPopup(popup_0e3da9145c2a4c57b41d053e1fcd17c6)
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</script>\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x7f8ebfb94940>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import folium\n",
    "m = folium.Map(\n",
    "    location=[38.5815700, -121.4944000],\n",
    "    zoom_start=10\n",
    ")\n",
    "\n",
    "for condo in condos:\n",
    "    folium.Marker([float(condo[9]), float(condo[10])], popup=str(condo[8])).add_to(m)\n",
    "\n",
    "m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
   "display_name": "python-pyhive_notebook1__meb10000",
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   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
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 "nbformat_minor": 2
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